Augmented Reality-Enhanced Multitier Hierarchical Collaborative Delegation Model and Optimization in Hazardous Chemicals Supply Chain
Yonggang Zuo & Jing Hu
What the paper says
This research reveals that AR technology reshapes multi-stakeholder collaboration through virtual information overlay and real-time interaction, while its technical performance exhibits a nonlinear evolutionary trajectory characterized by diminishing marginal returns and environmental perturbation sensitivity. A tiered incentive and cross-layer constraint mechanism is introduced, demonstrating that the fraud penalty multiplier p(t) scales positively with detection sensitivity η, thereby enhancing carrier compliance. Regulatory intervention through dynamic calibration of accident penalties and technical mandates can effectively mitigate accident risks in high-hazard zones. Validated by Monte Carlo simulations using empirical data from a chemical industrial park in eastern China, the model identifies optimal technology deployment strategies under extreme weather conditions: low-risk regions favor a baseline quality threshold with flexible cost allocation, whereas high-risk areas necessitate compulsory.
Evidence weight
Balanced mode · F 0.40 / M 0.15 / V 0.05 / R 0.40
| F · citation impact | 0.50 × 0.4 = 0.20 |
| M · momentum | 0.50 × 0.15 = 0.07 |
| V · venue signal | 0.50 × 0.05 = 0.03 |
| R · text relevance † | 0.50 × 0.4 = 0.20 |
† Text relevance is estimated at 0.50 on the detail page — for your query’s actual relevance score, open this paper from a search result.